Simulated data
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Feature Selection | Simulated Data | ROC AUC90 | 70 | |
| Task-invariant subspace estimation | Simulated data (d=100, s=5) | Minimum Tasks (T)160 | 41 | |
| Linear Regression | Simulated data | Calibration Error0.156 | 18 | |
| Clustering | Simulated Data Dense Weights | Mean run time (seconds)16.09 | 15 | |
| 3D Photoacoustic Computed Tomography reconstruction | Simulated data | Cosine Similarity90.3 | 12 | |
| FairPCA | Simulated Data FairPCA | Average Runtime (s)0.057 | 12 | |
| Discrete Spectral Reconstruction | Simulated data 10 scenes (test) | PSNR39.8 | 10 | |
| Disease risk prediction | Simulated data N = 5000 (test) | AUC74.63 | 6 | |
| Disease risk prediction | Simulated data N = 2000 (test) | AUC75 | 6 | |
| Fixed effect estimation | Simulated data warpMix-mu3 | Estimation Error0.0033 | 6 | |
| Fixed effect estimation | Simulated data warpMix-mu2 | Estimation Error0.007 | 6 | |
| Fixed effect estimation | Simulated data warpMix-mu1 | Estimation Error0.0151 | 6 | |
| Fixed effect estimation | Simulated data PM2-F | Estimation Error0.0539 | 6 | |
| Fixed effect estimation | Simulated data PM1-F | Estimation Error0.0452 | 6 | |
| Point Estimation | Simulated Data p=300 (test) | MSE0.181 | 5 | |
| Point Estimation | Simulated Data p=100 (test) | MSE0.193 | 5 | |
| Point Estimation | Simulated Data (p=50) (test) | MSE0.167 | 5 | |
| Clustering | Simulated Data Heterogeneous non-nested shards poor separability | Mean Running Time (s)2.17 | 4 | |
| Clustering | Simulated Data Heterogeneous non-nested shards easy separability | Mean Running Time (s)1.8 | 4 | |
| Clustering | Simulated Data Heterogeneous nested shards poor separability | Mean Running Time (s)2.29 | 4 | |
| Clustering | Simulated Data Heterogeneous nested shards easy separability | Mean Running Time (s)1.82 | 4 | |
| Clustering | Simulated Data Homogeneous shards poor separability | Mean Running Time (s)6.62 | 4 | |
| Clustering | Simulated Data Homogeneous shards easy separability | Mean Running Time (s)7 | 4 | |
| Joint Auction Design | Simulated Data Setting D: 4 x 4 x 3 (test) | Revenue (rev)0.742 | 4 | |
| Joint Auction Design | Simulated Data Setting C: 4 x 4 x 2 (test) | Revenue74.1 | 4 |
Showing 25 of 56 rows